The suitability of core French for recently arrived adolescent immigrants to Canada
Bibliographic record
Abstract
Abstract Recently arrived English as a second language (ESL) students were compared to their unilingual and multilingual Canadian-born peers on measures of French proficiency. All of the participants were enrolled in secondary core French (CF)—the ESL students were studying introductory French, whereas the Canadian-born students were in Grade 9 CF, their sixth year of French study. French proficiency was measured using a multi-skills test consisting of a multiple choice listening test, three reading tasks, two writing tasks, a dictation and three oral tasks. The ESL group outperformed the other groups in both the reading and listening test components and in one of the writing tasks. They also outperformed the unilingual group on one section of the speaking test and the multilingual group on another section of the speaking component. There were no significant differences found among the groups for the other test components: the dictation, the second writing section or the final speaking component.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.005 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".